Main Graphs

analytes <- unique(df_wq$Analyte)
main_analytes <- c('Chla','DisAmmonia','DisNitrateNitrite','DOP')
other_analytes <- analytes[!analytes %in% main_analytes]

for (analyte in main_analytes){
  df_analyte <-
    df_wq %>%
    filter(
      Analyte == analyte
    )
  
  # model
  eq <- with(df_analyte, Result ~ FlowPulseType*FlowActionPeriod + Region*FlowActionPeriod + Region*FlowPulseType)

  # By Analyte
  cat('\n##', analyte, '{.tabset .tabset-fade .tabset-pills}')
  
  cat('\n### QR Results \n\n')
  qrfit <- rq(eq)
  print(summary(qrfit, se = 'iid'))
  cat('\n')
  
  cat('\n### QR Plot \n\n')
  qrfit_multi <- rq(eq, tau =  1:9/10)
  plot(summary(qrfit_multi, se = 'iid'), level = 0.95)
  cat('\n')
  
  cat('\n### ANOVA \n\n')
  aov_mod <- aov(eq)
  # t <- knitr::kable(summary(aov_mod), format = 'html') # make into dataframe first
  # print(t)
  cat('\n')
}

Chla

QR Results

Call: rq(formula = eq)

tau: [1] 0.5

Coefficients: Value Std. Error t value
(Intercept) 0.95000 0.83421 1.13880 FlowPulseTypeMA-Ag -0.11000 0.87540 -0.12566 FlowPulseTypeMA-SR 4.52000 0.92971 4.86173 FlowPulseTypeNF 1.87000 0.83244 2.24642 FlowActionPeriodBefore 1.33000 0.79918 1.66420 FlowActionPeriodDuring 0.39000 0.81536 0.47832 RegionColusaDrainRCS 16.82000 1.12106 15.00367 RegionLowerSac 0.44000 0.84314 0.52186 RegionLowerYolo 4.82000 0.74021 6.51163 RegionUpperYolo 18.01000 0.88118 20.43855 FlowPulseTypeMA-Ag:FlowActionPeriodBefore -0.78000 0.78876 -0.98890 FlowPulseTypeMA-SR:FlowActionPeriodBefore 0.76000 0.87105 0.87252 FlowPulseTypeNF:FlowActionPeriodBefore -1.14000 0.74768 -1.52471 FlowPulseTypeMA-Ag:FlowActionPeriodDuring -0.01000 0.81543 -0.01226 FlowPulseTypeMA-SR:FlowActionPeriodDuring 2.38000 0.88562 2.68740 FlowPulseTypeNF:FlowActionPeriodDuring 0.18000 0.75917 0.23710 FlowActionPeriodBefore:RegionColusaDrainRCS -11.26000 0.80906 -13.91738 FlowActionPeriodDuring:RegionColusaDrainRCS -13.28000 0.76385 -17.38559 FlowActionPeriodBefore:RegionLowerSac -0.04000 0.61460 -0.06508 FlowActionPeriodDuring:RegionLowerSac -0.44000 0.59404 -0.74069 FlowActionPeriodBefore:RegionLowerYolo 1.12000 0.55992 2.00028 FlowActionPeriodDuring:RegionLowerYolo 4.04000 0.55496 7.27981 FlowActionPeriodBefore:RegionUpperYolo 6.71000 0.61588 10.89499 FlowActionPeriodDuring:RegionUpperYolo -4.87000 0.59491 -8.18614 FlowPulseTypeMA-Ag:RegionColusaDrainRCS -1.56000 1.06860 -1.45986 FlowPulseTypeMA-SR:RegionColusaDrainRCS 0.58000 1.37186 0.42279 FlowPulseTypeNF:RegionColusaDrainRCS 3.66000 1.04141 3.51447 FlowPulseTypeMA-Ag:RegionLowerSac -0.34000 0.85924 -0.39570 FlowPulseTypeMA-SR:RegionLowerSac -1.97000 0.97564 -2.01919 FlowPulseTypeNF:RegionLowerSac -0.97000 0.79525 -1.21975 FlowPulseTypeMA-Ag:RegionLowerYolo -3.16000 0.77822 -4.06057 FlowPulseTypeMA-SR:RegionLowerYolo 1.41000 0.88436 1.59437 FlowPulseTypeNF:RegionLowerYolo 0.06000 0.70198 0.08547 FlowPulseTypeMA-Ag:RegionUpperYolo -5.51000 0.88236 -6.24465 FlowPulseTypeMA-SR:RegionUpperYolo -5.48000 0.99211 -5.52358 FlowPulseTypeNF:RegionUpperYolo -4.83000 0.82132 -5.88077 Pr(>|t|) (Intercept) 0.25514 FlowPulseTypeMA-Ag 0.90004 FlowPulseTypeMA-SR 0.00000 FlowPulseTypeNF 0.02496 FlowActionPeriodBefore 0.09648 FlowActionPeriodDuring 0.63256 RegionColusaDrainRCS 0.00000 RegionLowerSac 0.60192 RegionLowerYolo 0.00000 RegionUpperYolo 0.00000 FlowPulseTypeMA-Ag:FlowActionPeriodBefore 0.32303 FlowPulseTypeMA-SR:FlowActionPeriodBefore 0.38320 FlowPulseTypeNF:FlowActionPeriodBefore 0.12774 FlowPulseTypeMA-Ag:FlowActionPeriodDuring 0.99022 FlowPulseTypeMA-SR:FlowActionPeriodDuring 0.00736 FlowPulseTypeNF:FlowActionPeriodDuring 0.81264 FlowActionPeriodBefore:RegionColusaDrainRCS 0.00000 FlowActionPeriodDuring:RegionColusaDrainRCS 0.00000 FlowActionPeriodBefore:RegionLowerSac 0.94812 FlowActionPeriodDuring:RegionLowerSac 0.45911 FlowActionPeriodBefore:RegionLowerYolo 0.04582 FlowActionPeriodDuring:RegionLowerYolo 0.00000 FlowActionPeriodBefore:RegionUpperYolo 0.00000 FlowActionPeriodDuring:RegionUpperYolo 0.00000 FlowPulseTypeMA-Ag:RegionColusaDrainRCS 0.14474 FlowPulseTypeMA-SR:RegionColusaDrainRCS 0.67257 FlowPulseTypeNF:RegionColusaDrainRCS 0.00047 FlowPulseTypeMA-Ag:RegionLowerSac 0.69244 FlowPulseTypeMA-SR:RegionLowerSac 0.04381 FlowPulseTypeNF:RegionLowerSac 0.22294 FlowPulseTypeMA-Ag:RegionLowerYolo 0.00005 FlowPulseTypeMA-SR:RegionLowerYolo 0.11127 FlowPulseTypeNF:RegionLowerYolo 0.93191 FlowPulseTypeMA-Ag:RegionUpperYolo 0.00000 FlowPulseTypeMA-SR:RegionUpperYolo 0.00000 FlowPulseTypeNF:RegionUpperYolo 0.00000

QR Plot

ANOVA

DisAmmonia

QR Results

Call: rq(formula = eq)

tau: [1] 0.5

Coefficients: Value Std. Error t value (Intercept) 0.07800 0.03976 1.96189 FlowPulseTypeMA-Ag 0.02200 0.04144 0.53084 FlowPulseTypeMA-SR -0.03800 0.04386 -0.86640 FlowPulseTypeNF -0.00800 0.04010 -0.19952 FlowActionPeriodBefore -0.03000 0.03858 -0.77752 FlowActionPeriodDuring -0.03800 0.04070 -0.93370 RegionColusaDrainRCS -0.05000 0.05059 -0.98842 RegionLowerSac 0.12400 0.03808 3.25626 RegionLowerYolo -0.04800 0.03591 -1.33653 RegionUpperYolo -0.01800 0.04027 -0.44702 FlowPulseTypeMA-Ag:FlowActionPeriodBefore -0.02000 0.03800 -0.52626 FlowPulseTypeMA-SR:FlowActionPeriodBefore 0.01000 0.04290 0.23311 FlowPulseTypeNF:FlowActionPeriodBefore 0.00000 0.03688 0.00000 FlowPulseTypeMA-Ag:FlowActionPeriodDuring -0.01800 0.04067 -0.44260 FlowPulseTypeMA-SR:FlowActionPeriodDuring 0.00800 0.04367 0.18319 FlowPulseTypeNF:FlowActionPeriodDuring 0.00800 0.03897 0.20531 FlowActionPeriodBefore:RegionColusaDrainRCS 0.04200 0.03676 1.14244 FlowActionPeriodDuring:RegionColusaDrainRCS 0.04000 0.03491 1.14574 FlowActionPeriodBefore:RegionLowerSac -0.01200 0.02806 -0.42773 FlowActionPeriodDuring:RegionLowerSac 0.00600 0.02729 0.21987 FlowActionPeriodBefore:RegionLowerYolo 0.02000 0.02688 0.74407 FlowActionPeriodDuring:RegionLowerYolo 0.02000 0.02676 0.74746 FlowActionPeriodBefore:RegionUpperYolo 0.03000 0.02889 1.03852 FlowActionPeriodDuring:RegionUpperYolo 0.03000 0.02814 1.06620 FlowPulseTypeMA-Ag:RegionColusaDrainRCS 0.00000 0.04805 0.00000 FlowPulseTypeMA-SR:RegionColusaDrainRCS 0.04000 0.06454 0.61975 FlowPulseTypeNF:RegionColusaDrainRCS -0.01000 0.04710 -0.21231 FlowPulseTypeMA-Ag:RegionLowerSac -0.02400 0.03854 -0.62281 FlowPulseTypeMA-SR:RegionLowerSac -0.03400 0.04401 -0.77257 FlowPulseTypeNF:RegionLowerSac -0.03000 0.03608 -0.83154 FlowPulseTypeMA-Ag:RegionLowerYolo -0.00200 0.03703 -0.05401 FlowPulseTypeMA-SR:RegionLowerYolo 0.02800 0.04226 0.66260 FlowPulseTypeNF:RegionLowerYolo 0.00800 0.03475 0.23021 FlowPulseTypeMA-Ag:RegionUpperYolo -0.03200 0.03976 -0.80478 FlowPulseTypeMA-SR:RegionUpperYolo 0.03800 0.04534 0.83804 FlowPulseTypeNF:RegionUpperYolo -0.02200 0.03770 -0.58353 Pr(>|t|) (Intercept) 0.05018 FlowPulseTypeMA-Ag 0.59570 FlowPulseTypeMA-SR 0.38657 FlowPulseTypeNF 0.84191 FlowActionPeriodBefore 0.43712 FlowActionPeriodDuring 0.35079 RegionColusaDrainRCS 0.32330 RegionLowerSac 0.00118 RegionLowerYolo 0.18182 RegionUpperYolo 0.65500 FlowPulseTypeMA-Ag:FlowActionPeriodBefore 0.59888 FlowPulseTypeMA-SR:FlowActionPeriodBefore 0.81574 FlowPulseTypeNF:FlowActionPeriodBefore 1.00000 FlowPulseTypeMA-Ag:FlowActionPeriodDuring 0.65820 FlowPulseTypeMA-SR:FlowActionPeriodDuring 0.85470 FlowPulseTypeNF:FlowActionPeriodDuring 0.83739 FlowActionPeriodBefore:RegionColusaDrainRCS 0.25367 FlowActionPeriodDuring:RegionColusaDrainRCS 0.25230 FlowActionPeriodBefore:RegionLowerSac 0.66898 FlowActionPeriodDuring:RegionLowerSac 0.82604 FlowActionPeriodBefore:RegionLowerYolo 0.45709 FlowActionPeriodDuring:RegionLowerYolo 0.45504 FlowActionPeriodBefore:RegionUpperYolo 0.29939 FlowActionPeriodDuring:RegionUpperYolo 0.28671 FlowPulseTypeMA-Ag:RegionColusaDrainRCS 1.00000 FlowPulseTypeMA-SR:RegionColusaDrainRCS 0.53563 FlowPulseTypeNF:RegionColusaDrainRCS 0.83193 FlowPulseTypeMA-Ag:RegionLowerSac 0.53362 FlowPulseTypeMA-SR:RegionLowerSac 0.44004 FlowPulseTypeNF:RegionLowerSac 0.40596 FlowPulseTypeMA-Ag:RegionLowerYolo 0.95694 FlowPulseTypeMA-SR:RegionLowerYolo 0.50781 FlowPulseTypeNF:RegionLowerYolo 0.81800 FlowPulseTypeMA-Ag:RegionUpperYolo 0.42122 FlowPulseTypeMA-SR:RegionUpperYolo 0.40230 FlowPulseTypeNF:RegionUpperYolo 0.55973

QR Plot

ANOVA

DisNitrateNitrite

QR Results

Call: rq(formula = eq)

tau: [1] 0.5

Coefficients: Value Std. Error t value
(Intercept) 0.14000 0.04883 2.86738 FlowPulseTypeMA-Ag 0.01900 0.05090 0.37331 FlowPulseTypeMA-SR -0.08000 0.05386 -1.48525 FlowPulseTypeNF 0.10000 0.04924 2.03084 FlowActionPeriodBefore -0.04000 0.04738 -0.84417 FlowActionPeriodDuring -0.05600 0.04998 -1.12044 RegionColusaDrainRCS -0.10000 0.06212 -1.60971 RegionLowerSac 0.09000 0.04677 1.92450 RegionLowerYolo -0.09000 0.04410 -2.04060 RegionUpperYolo 1.23600 0.04945 24.99502 FlowPulseTypeMA-Ag:FlowActionPeriodBefore -0.00900 0.04667 -0.19284 FlowPulseTypeMA-SR:FlowActionPeriodBefore 0.05000 0.05268 0.94909 FlowPulseTypeNF:FlowActionPeriodBefore -0.03000 0.04529 -0.66245 FlowPulseTypeMA-Ag:FlowActionPeriodDuring -0.02600 0.04994 -0.52058 FlowPulseTypeMA-SR:FlowActionPeriodDuring 0.04300 0.05363 0.80180 FlowPulseTypeNF:FlowActionPeriodDuring -0.00400 0.04785 -0.08359 FlowActionPeriodBefore:RegionColusaDrainRCS 0.10000 0.04515 2.21494 FlowActionPeriodDuring:RegionColusaDrainRCS 0.15600 0.04287 3.63853 FlowActionPeriodBefore:RegionLowerSac -0.03000 0.03445 -0.87073 FlowActionPeriodDuring:RegionLowerSac -0.02000 0.03351 -0.59678 FlowActionPeriodBefore:RegionLowerYolo 0.03000 0.03301 0.90883 FlowActionPeriodDuring:RegionLowerYolo 0.09300 0.03286 2.83022 FlowActionPeriodBefore:RegionUpperYolo -0.39600 0.03548 -11.16261 FlowActionPeriodDuring:RegionUpperYolo -0.88000 0.03455 -25.46698 FlowPulseTypeMA-Ag:RegionColusaDrainRCS -0.00900 0.05901 -0.15252 FlowPulseTypeMA-SR:RegionColusaDrainRCS -0.03300 0.07926 -0.41634 FlowPulseTypeNF:RegionColusaDrainRCS -0.13000 0.05784 -2.24748 FlowPulseTypeMA-Ag:RegionLowerSac 0.00300 0.04732 0.06339 FlowPulseTypeMA-SR:RegionLowerSac 0.00300 0.05405 0.05551 FlowPulseTypeNF:RegionLowerSac 0.04000 0.04431 0.90281 FlowPulseTypeMA-Ag:RegionLowerYolo -0.01000 0.04548 -0.21989 FlowPulseTypeMA-SR:RegionLowerYolo 0.04000 0.05190 0.77078 FlowPulseTypeNF:RegionLowerYolo -0.05000 0.04268 -1.17160 FlowPulseTypeMA-Ag:RegionUpperYolo -0.23300 0.04883 -4.77157 FlowPulseTypeMA-SR:RegionUpperYolo -0.29300 0.05569 -5.26166 FlowPulseTypeNF:RegionUpperYolo -0.12600 0.04630 -2.72136 Pr(>|t|) (Intercept) 0.00427 FlowPulseTypeMA-Ag 0.70903 FlowPulseTypeMA-SR 0.13794 FlowPulseTypeNF 0.04266 FlowActionPeriodBefore 0.39887 FlowActionPeriodDuring 0.26292 RegionColusaDrainRCS 0.10792 RegionLowerSac 0.05470 RegionLowerYolo 0.04167 RegionUpperYolo 0.00000 FlowPulseTypeMA-Ag:FlowActionPeriodBefore 0.84714 FlowPulseTypeMA-SR:FlowActionPeriodBefore 0.34291 FlowPulseTypeNF:FlowActionPeriodBefore 0.50790 FlowPulseTypeMA-Ag:FlowActionPeriodDuring 0.60283 FlowPulseTypeMA-SR:FlowActionPeriodDuring 0.42295 FlowPulseTypeNF:FlowActionPeriodDuring 0.93341 FlowActionPeriodBefore:RegionColusaDrainRCS 0.02709 FlowActionPeriodDuring:RegionColusaDrainRCS 0.00029 FlowActionPeriodBefore:RegionLowerSac 0.38421 FlowActionPeriodDuring:RegionLowerSac 0.55085 FlowActionPeriodBefore:RegionLowerYolo 0.36376 FlowActionPeriodDuring:RegionLowerYolo 0.00479 FlowActionPeriodBefore:RegionUpperYolo 0.00000 FlowActionPeriodDuring:RegionUpperYolo 0.00000 FlowPulseTypeMA-Ag:RegionColusaDrainRCS 0.87882 FlowPulseTypeMA-SR:RegionColusaDrainRCS 0.67729 FlowPulseTypeNF:RegionColusaDrainRCS 0.02493 FlowPulseTypeMA-Ag:RegionLowerSac 0.94947 FlowPulseTypeMA-SR:RegionLowerSac 0.95575 FlowPulseTypeNF:RegionLowerSac 0.36694 FlowPulseTypeMA-Ag:RegionLowerYolo 0.82602 FlowPulseTypeMA-SR:RegionLowerYolo 0.44110 FlowPulseTypeNF:RegionLowerYolo 0.24176 FlowPulseTypeMA-Ag:RegionUpperYolo 0.00000 FlowPulseTypeMA-SR:RegionUpperYolo 0.00000 FlowPulseTypeNF:RegionUpperYolo 0.00667

QR Plot

ANOVA

DOP

QR Results

Call: rq(formula = eq)

tau: [1] 0.5

Coefficients: Value Std. Error t value
(Intercept) 0.07000 0.02961 2.36433 FlowPulseTypeMA-Ag 0.02800 0.03086 0.90725 FlowPulseTypeMA-SR 0.00000 0.03266 0.00000 FlowPulseTypeNF 0.01000 0.02986 0.33491 FlowActionPeriodBefore 0.01800 0.02873 0.62646 FlowActionPeriodDuring 0.01000 0.03031 0.32995 RegionColusaDrainRCS 0.00500 0.03767 0.13273 RegionLowerSac -0.01000 0.02836 -0.35264 RegionLowerYolo 0.03000 0.02674 1.12173 RegionUpperYolo 0.68500 0.02999 22.84434 FlowPulseTypeMA-Ag:FlowActionPeriodBefore -0.00600 0.02830 -0.21201 FlowPulseTypeMA-SR:FlowActionPeriodBefore -0.01000 0.03195 -0.31303 FlowPulseTypeNF:FlowActionPeriodBefore -0.03000 0.02746 -1.09246 FlowPulseTypeMA-Ag:FlowActionPeriodDuring -0.02900 0.03029 -0.95755 FlowPulseTypeMA-SR:FlowActionPeriodDuring -0.03000 0.03252 -0.92251 FlowPulseTypeNF:FlowActionPeriodDuring -0.01500 0.02902 -0.51694 FlowActionPeriodBefore:RegionColusaDrainRCS 0.00200 0.02738 0.07305 FlowActionPeriodDuring:RegionColusaDrainRCS -0.00500 0.02600 -0.19232 FlowActionPeriodBefore:RegionLowerSac -0.01800 0.02089 -0.86156 FlowActionPeriodDuring:RegionLowerSac -0.00500 0.02032 -0.24604 FlowActionPeriodBefore:RegionLowerYolo 0.02200 0.02002 1.09910 FlowActionPeriodDuring:RegionLowerYolo 0.02000 0.01993 1.00374 FlowActionPeriodBefore:RegionUpperYolo 0.05200 0.02151 2.41728 FlowActionPeriodDuring:RegionUpperYolo -0.25500 0.02095 -12.16993 FlowPulseTypeMA-Ag:RegionColusaDrainRCS -0.01100 0.03578 -0.30742 FlowPulseTypeMA-SR:RegionColusaDrainRCS 0.07000 0.04806 1.45640 FlowPulseTypeNF:RegionColusaDrainRCS -0.01500 0.03507 -0.42766 FlowPulseTypeMA-Ag:RegionLowerSac -0.00200 0.02870 -0.06969 FlowPulseTypeMA-SR:RegionLowerSac 0.00000 0.03277 0.00000 FlowPulseTypeNF:RegionLowerSac 0.02000 0.02687 0.74442 FlowPulseTypeMA-Ag:RegionLowerYolo 0.00800 0.02758 0.29010 FlowPulseTypeMA-SR:RegionLowerYolo 0.00000 0.03147 0.00000 FlowPulseTypeNF:RegionLowerYolo -0.02000 0.02588 -0.77284 FlowPulseTypeMA-Ag:RegionUpperYolo -0.24700 0.02961 -8.34171 FlowPulseTypeMA-SR:RegionUpperYolo -0.11500 0.03377 -3.40570 FlowPulseTypeNF:RegionUpperYolo -0.46500 0.02808 -16.56230 Pr(>|t|) (Intercept) 0.01834 FlowPulseTypeMA-Ag 0.36459 FlowPulseTypeMA-SR 1.00000 FlowPulseTypeNF 0.73779 FlowActionPeriodBefore 0.53122 FlowActionPeriodDuring 0.74154 RegionColusaDrainRCS 0.89445 RegionLowerSac 0.72447 RegionLowerYolo 0.26237 RegionUpperYolo 0.00000 FlowPulseTypeMA-Ag:FlowActionPeriodBefore 0.83216 FlowPulseTypeMA-SR:FlowActionPeriodBefore 0.75435 FlowPulseTypeNF:FlowActionPeriodBefore 0.27501 FlowPulseTypeMA-Ag:FlowActionPeriodDuring 0.33862 FlowPulseTypeMA-SR:FlowActionPeriodDuring 0.35659 FlowPulseTypeNF:FlowActionPeriodDuring 0.60536 FlowActionPeriodBefore:RegionColusaDrainRCS 0.94178 FlowActionPeriodDuring:RegionColusaDrainRCS 0.84755 FlowActionPeriodBefore:RegionLowerSac 0.38923 FlowActionPeriodDuring:RegionLowerSac 0.80573 FlowActionPeriodBefore:RegionLowerYolo 0.27211 FlowActionPeriodDuring:RegionLowerYolo 0.31586 FlowActionPeriodBefore:RegionUpperYolo 0.01590 FlowActionPeriodDuring:RegionUpperYolo 0.00000 FlowPulseTypeMA-Ag:RegionColusaDrainRCS 0.75862 FlowPulseTypeMA-SR:RegionColusaDrainRCS 0.14574 FlowPulseTypeNF:RegionColusaDrainRCS 0.66903 FlowPulseTypeMA-Ag:RegionLowerSac 0.94446 FlowPulseTypeMA-SR:RegionLowerSac 1.00000 FlowPulseTypeNF:RegionLowerSac 0.45687 FlowPulseTypeMA-Ag:RegionLowerYolo 0.77183 FlowPulseTypeMA-SR:RegionLowerYolo 1.00000 FlowPulseTypeNF:RegionLowerYolo 0.43988 FlowPulseTypeMA-Ag:RegionUpperYolo 0.00000 FlowPulseTypeMA-SR:RegionUpperYolo 0.00070 FlowPulseTypeNF:RegionUpperYolo 0.00000

QR Plot

ANOVA

Other Graphs

for (analyte in other_analytes){
  df_analyte <-
    df_wq %>%
    filter(
      Analyte == analyte
    )
  
  # model
  eq <- with(df_analyte, Result ~ FlowPulseType*FlowActionPeriod + Region*FlowActionPeriod + Region*FlowPulseType)

  # By Analyte
  cat('\n##', analyte, '{.tabset .tabset-fade .tabset-pills}')
  
  cat('\n### QR Results \n\n')
  qrfit <- rq(eq)
  print(summary(qrfit, se = 'iid'))
  cat('\n')
  
  cat('\n### QR Plot \n\n')
  qrfit_multi <- rq(eq, tau =  1:9/10)
  plot(summary(qrfit_multi, se = 'iid'), level = 0.95)
  cat('\n')
  
  cat('\n### ANOVA \n\n')
  aov_mod <- aov(eq)
  # t <- knitr::kable(summary(aov_mod), format = 'html')
  # print(t)
  cat('\n')
}

DisSilica

QR Results

## Warning in rq.fit.br(x, y, tau = tau, ...): Solution may be nonunique

Call: rq(formula = eq)

tau: [1] 0.5

Coefficients: Value Std. Error t value (Intercept) 14.20000 1.03844 13.67431 FlowPulseTypeMA-Ag 0.90000 1.08249 0.83141 FlowPulseTypeMA-SR -1.90000 1.14559 -1.65853 FlowPulseTypeNF 2.90000 1.04728 2.76907 FlowActionPeriodBefore -0.70000 1.00779 -0.69459 FlowActionPeriodDuring 1.50000 1.06302 1.41108 RegionColusaDrainRCS 4.40000 1.32127 3.33012 RegionLowerSac 1.30000 0.99464 1.30701 RegionLowerYolo -1.90000 0.93805 -2.02548 RegionUpperYolo 5.40000 1.05173 5.13439 FlowPulseTypeMA-Ag:FlowActionPeriodBefore -0.60000 0.99264 -0.60445 FlowPulseTypeMA-SR:FlowActionPeriodBefore -3.20000 1.12047 -2.85594 FlowPulseTypeNF:FlowActionPeriodBefore 0.70000 0.96318 0.72676 FlowPulseTypeMA-Ag:FlowActionPeriodDuring -0.60000 1.06225 -0.56484 FlowPulseTypeMA-SR:FlowActionPeriodDuring -4.80000 1.14063 -4.20821 FlowPulseTypeNF:FlowActionPeriodDuring -0.70000 1.01775 -0.68779 FlowActionPeriodBefore:RegionColusaDrainRCS 4.10000 0.96024 4.26979 FlowActionPeriodDuring:RegionColusaDrainRCS 1.90000 0.91188 2.08360 FlowActionPeriodBefore:RegionLowerSac -0.40000 0.73279 -0.54586 FlowActionPeriodDuring:RegionLowerSac -0.30000 0.71278 -0.42088 FlowActionPeriodBefore:RegionLowerYolo -0.70000 0.70207 -0.99705 FlowActionPeriodDuring:RegionLowerYolo 6.20000 0.69888 8.87133 FlowActionPeriodBefore:RegionUpperYolo 1.60000 0.75452 2.12056 FlowActionPeriodDuring:RegionUpperYolo 1.00000 0.73493 1.36068 FlowPulseTypeMA-Ag:RegionColusaDrainRCS 0.50000 1.25502 0.39840 FlowPulseTypeMA-SR:RegionColusaDrainRCS 4.20000 1.68582 2.49138 FlowPulseTypeNF:RegionColusaDrainRCS -0.80000 1.23024 -0.65028 FlowPulseTypeMA-Ag:RegionLowerSac 0.80000 1.00652 0.79482 FlowPulseTypeMA-SR:RegionLowerSac 1.60000 1.14948 1.39193 FlowPulseTypeNF:RegionLowerSac -0.50000 0.94233 -0.53060 FlowPulseTypeMA-Ag:RegionLowerYolo 0.90000 0.96724 0.93048 FlowPulseTypeMA-SR:RegionLowerYolo 1.80000 1.10375 1.63081 FlowPulseTypeNF:RegionLowerYolo 2.20000 0.90768 2.42377 FlowPulseTypeMA-Ag:RegionUpperYolo 0.30000 1.03857 0.28886 FlowPulseTypeMA-SR:RegionUpperYolo 5.00000 1.18436 4.22168 FlowPulseTypeNF:RegionUpperYolo -0.50000 0.98475 -0.50774 Pr(>|t|) (Intercept) 0.00000 FlowPulseTypeMA-Ag 0.40603 FlowPulseTypeMA-SR 0.09767 FlowPulseTypeNF 0.00577 FlowActionPeriodBefore 0.48755 FlowActionPeriodDuring 0.15867 RegionColusaDrainRCS 0.00091 RegionLowerSac 0.19165 RegionLowerYolo 0.04320 RegionUpperYolo 0.00000 FlowPulseTypeMA-Ag:FlowActionPeriodBefore 0.54574 FlowPulseTypeMA-SR:FlowActionPeriodBefore 0.00442 FlowPulseTypeNF:FlowActionPeriodBefore 0.46762 FlowPulseTypeMA-Ag:FlowActionPeriodDuring 0.57237 FlowPulseTypeMA-SR:FlowActionPeriodDuring 0.00003 FlowPulseTypeNF:FlowActionPeriodDuring 0.49182 FlowActionPeriodBefore:RegionColusaDrainRCS 0.00002 FlowActionPeriodDuring:RegionColusaDrainRCS 0.03756 FlowActionPeriodBefore:RegionLowerSac 0.58534 FlowActionPeriodDuring:RegionLowerSac 0.67397 FlowActionPeriodBefore:RegionLowerYolo 0.31909 FlowActionPeriodDuring:RegionLowerYolo 0.00000 FlowActionPeriodBefore:RegionUpperYolo 0.03432 FlowActionPeriodDuring:RegionUpperYolo 0.17406 FlowPulseTypeMA-Ag:RegionColusaDrainRCS 0.69046 FlowPulseTypeMA-SR:RegionColusaDrainRCS 0.01296 FlowPulseTypeNF:RegionColusaDrainRCS 0.51573 FlowPulseTypeMA-Ag:RegionLowerSac 0.42699 FlowPulseTypeMA-SR:RegionLowerSac 0.16439 FlowPulseTypeNF:RegionLowerSac 0.59587 FlowPulseTypeMA-Ag:RegionLowerYolo 0.35245 FlowPulseTypeMA-SR:RegionLowerYolo 0.10339 FlowPulseTypeNF:RegionLowerYolo 0.01562 FlowPulseTypeMA-Ag:RegionUpperYolo 0.77278 FlowPulseTypeMA-SR:RegionUpperYolo 0.00003 FlowPulseTypeNF:RegionUpperYolo 0.61180

QR Plot

## Warning in rq.fit.br(x, y, tau = tau, ...): Solution may be nonunique

## Warning in rq.fit.br(x, y, tau = tau, ...): Solution may be nonunique

## Warning in rq.fit.br(x, y, tau = tau, ...): Solution may be nonunique

## Warning in rq.fit.br(x, y, tau = tau, ...): Solution may be nonunique

## Warning in rq.fit.br(x, y, tau = tau, ...): Solution may be nonunique

## Warning in rq.fit.br(x, y, tau = tau, ...): Solution may be nonunique

## Warning in rq.fit.br(x, y, tau = tau, ...): Solution may be nonunique

## Warning in rq.fit.br(x, y, tau = tau, ...): Solution may be nonunique

## Warning in rq.fit.br(x, y, tau = tau, ...): Solution may be nonunique

ANOVA

VSS

QR Results

## Warning in rq.fit.br(x, y, tau = tau, ...): Solution may be nonunique

Call: rq(formula = eq)

tau: [1] 0.5

Coefficients: Value Std. Error t value (Intercept) 1.00000 4.88251 0.20481 FlowPulseTypeMA-Ag 0.00000 5.08962 0.00000 FlowPulseTypeMA-SR 1.00000 5.38629 0.18566 FlowPulseTypeNF 1.00000 4.92407 0.20308 FlowActionPeriodBefore 1.00000 4.73840 0.21104 FlowActionPeriodDuring 0.00000 4.99804 0.00000 RegionColusaDrainRCS 8.00000 6.21230 1.28777 RegionLowerSac 0.00000 4.67655 0.00000 RegionLowerYolo 3.00000 4.41047 0.68020 RegionUpperYolo 11.00000 4.94499 2.22448 FlowPulseTypeMA-Ag:FlowActionPeriodBefore -1.00000 4.66715 -0.21426 FlowPulseTypeMA-SR:FlowActionPeriodBefore 0.00000 5.26819 0.00000 FlowPulseTypeNF:FlowActionPeriodBefore -1.00000 4.52864 -0.22082 FlowPulseTypeMA-Ag:FlowActionPeriodDuring 0.00000 4.99445 0.00000 FlowPulseTypeMA-SR:FlowActionPeriodDuring 0.00000 5.36295 0.00000 FlowPulseTypeNF:FlowActionPeriodDuring 0.00000 4.78522 0.00000 FlowActionPeriodBefore:RegionColusaDrainRCS -1.00000 4.51479 -0.22149 FlowActionPeriodDuring:RegionColusaDrainRCS -2.00000 4.28745 -0.46648 FlowActionPeriodBefore:RegionLowerSac 0.00000 3.44540 0.00000 FlowActionPeriodDuring:RegionLowerSac 0.00000 3.35134 0.00000 FlowActionPeriodBefore:RegionLowerYolo 1.00000 3.30095 0.30294 FlowActionPeriodDuring:RegionLowerYolo 1.00000 3.28597 0.30432 FlowActionPeriodBefore:RegionUpperYolo 2.00000 3.54756 0.56377 FlowActionPeriodDuring:RegionUpperYolo 0.00000 3.45545 0.00000 FlowPulseTypeMA-Ag:RegionColusaDrainRCS -3.00000 5.90079 -0.50841 FlowPulseTypeMA-SR:RegionColusaDrainRCS -5.00000 7.92629 -0.63081 FlowPulseTypeNF:RegionColusaDrainRCS -4.00000 5.78427 -0.69153 FlowPulseTypeMA-Ag:RegionLowerSac 0.00000 4.73240 0.00000 FlowPulseTypeMA-SR:RegionLowerSac -1.00000 5.40459 -0.18503 FlowPulseTypeNF:RegionLowerSac -1.00000 4.43060 -0.22570 FlowPulseTypeMA-Ag:RegionLowerYolo -1.00000 4.54773 -0.21989 FlowPulseTypeMA-SR:RegionLowerYolo 1.00000 5.18955 0.19270 FlowPulseTypeNF:RegionLowerYolo 0.00000 4.26767 0.00000 FlowPulseTypeMA-Ag:RegionUpperYolo -7.00000 4.88309 -1.43352 FlowPulseTypeMA-SR:RegionUpperYolo -6.00000 5.56858 -1.07747 FlowPulseTypeNF:RegionUpperYolo -8.00000 4.63005 -1.72784 Pr(>|t|) (Intercept) 0.83778 FlowPulseTypeMA-Ag 1.00000 FlowPulseTypeMA-SR 0.85277 FlowPulseTypeNF 0.83913 FlowActionPeriodBefore 0.83292 FlowActionPeriodDuring 1.00000 RegionColusaDrainRCS 0.19826 RegionLowerSac 1.00000 RegionLowerYolo 0.49661 RegionUpperYolo 0.02644 FlowPulseTypeMA-Ag:FlowActionPeriodBefore 0.83041 FlowPulseTypeMA-SR:FlowActionPeriodBefore 1.00000 FlowPulseTypeNF:FlowActionPeriodBefore 0.82530 FlowPulseTypeMA-Ag:FlowActionPeriodDuring 1.00000 FlowPulseTypeMA-SR:FlowActionPeriodDuring 1.00000 FlowPulseTypeNF:FlowActionPeriodDuring 1.00000 FlowActionPeriodBefore:RegionColusaDrainRCS 0.82477 FlowActionPeriodDuring:RegionColusaDrainRCS 0.64102 FlowActionPeriodBefore:RegionLowerSac 1.00000 FlowActionPeriodDuring:RegionLowerSac 1.00000 FlowActionPeriodBefore:RegionLowerYolo 0.76202 FlowActionPeriodDuring:RegionLowerYolo 0.76097 FlowActionPeriodBefore:RegionUpperYolo 0.57310 FlowActionPeriodDuring:RegionUpperYolo 1.00000 FlowPulseTypeMA-Ag:RegionColusaDrainRCS 0.61133 FlowPulseTypeMA-SR:RegionColusaDrainRCS 0.52837 FlowPulseTypeNF:RegionColusaDrainRCS 0.48947 FlowPulseTypeMA-Ag:RegionLowerSac 1.00000 FlowPulseTypeMA-SR:RegionLowerSac 0.85326 FlowPulseTypeNF:RegionLowerSac 0.82150 FlowPulseTypeMA-Ag:RegionLowerYolo 0.82602 FlowPulseTypeMA-SR:RegionLowerYolo 0.84725 FlowPulseTypeNF:RegionLowerYolo 1.00000 FlowPulseTypeMA-Ag:RegionUpperYolo 0.15216 FlowPulseTypeMA-SR:RegionUpperYolo 0.28165 FlowPulseTypeNF:RegionUpperYolo 0.08446

QR Plot

## Warning in rq.fit.br(x, y, tau = tau, ...): Solution may be nonunique

## Warning in rq.fit.br(x, y, tau = tau, ...): Solution may be nonunique

## Warning in rq.fit.br(x, y, tau = tau, ...): Solution may be nonunique

## Warning in rq.fit.br(x, y, tau = tau, ...): Solution may be nonunique

## Warning in rq.fit.br(x, y, tau = tau, ...): Solution may be nonunique

## Warning in rq.fit.br(x, y, tau = tau, ...): Solution may be nonunique

## Warning in rq.fit.br(x, y, tau = tau, ...): Solution may be nonunique

## Warning in rq.fit.br(x, y, tau = tau, ...): Solution may be nonunique

## Warning in rq.fit.br(x, y, tau = tau, ...): Solution may be nonunique

ANOVA

DOC

QR Results

## Warning in rq.fit.br(x, y, tau = tau, ...): Solution may be nonunique

Call: rq(formula = eq)

tau: [1] 0.5

Coefficients: Value Std. Error t value (Intercept) 2.50000 0.49697 5.03049 FlowPulseTypeMA-Ag 0.10000 0.51805 0.19303 FlowPulseTypeMA-SR -0.30000 0.54825 -0.54720 FlowPulseTypeNF -0.20000 0.50120 -0.39904 FlowActionPeriodBefore 0.20000 0.48230 0.41468 FlowActionPeriodDuring 0.20000 0.50873 0.39314 RegionColusaDrainRCS 2.00000 0.63232 3.16294 RegionLowerSac -0.70000 0.47601 -1.47057 RegionLowerYolo 0.50000 0.44892 1.11378 RegionUpperYolo 1.90000 0.50333 3.77487 FlowPulseTypeMA-Ag:FlowActionPeriodBefore -0.10000 0.47505 -0.21050 FlowPulseTypeMA-SR:FlowActionPeriodBefore -0.20000 0.53623 -0.37298 FlowPulseTypeNF:FlowActionPeriodBefore -0.30000 0.46095 -0.65083 FlowPulseTypeMA-Ag:FlowActionPeriodDuring -0.10000 0.50836 -0.19671 FlowPulseTypeMA-SR:FlowActionPeriodDuring -0.40000 0.54587 -0.73277 FlowPulseTypeNF:FlowActionPeriodDuring 0.20000 0.48707 0.41062 FlowActionPeriodBefore:RegionColusaDrainRCS 1.20000 0.45954 2.61130 FlowActionPeriodDuring:RegionColusaDrainRCS 0.10000 0.43640 0.22915 FlowActionPeriodBefore:RegionLowerSac 0.00000 0.35069 0.00000 FlowActionPeriodDuring:RegionLowerSac 0.00000 0.34112 0.00000 FlowActionPeriodBefore:RegionLowerYolo 0.30000 0.33599 0.89288 FlowActionPeriodDuring:RegionLowerYolo 2.00000 0.33446 5.97971 FlowActionPeriodBefore:RegionUpperYolo 1.50000 0.36109 4.15408 FlowActionPeriodDuring:RegionUpperYolo 0.10000 0.35172 0.28432 FlowPulseTypeMA-Ag:RegionColusaDrainRCS 0.00000 0.60062 0.00000 FlowPulseTypeMA-SR:RegionColusaDrainRCS 2.70000 0.80678 3.34663 FlowPulseTypeNF:RegionColusaDrainRCS -0.20000 0.58876 -0.33970 FlowPulseTypeMA-Ag:RegionLowerSac 0.10000 0.48169 0.20760 FlowPulseTypeMA-SR:RegionLowerSac 0.40000 0.55011 0.72713 FlowPulseTypeNF:RegionLowerSac 0.30000 0.45097 0.66523 FlowPulseTypeMA-Ag:RegionLowerYolo 0.30000 0.46289 0.64810 FlowPulseTypeMA-SR:RegionLowerYolo 0.90000 0.52822 1.70383 FlowPulseTypeNF:RegionLowerYolo 0.40000 0.43439 0.92084 FlowPulseTypeMA-Ag:RegionUpperYolo 0.80000 0.49703 1.60956 FlowPulseTypeMA-SR:RegionUpperYolo 2.00000 0.56680 3.52857 FlowPulseTypeNF:RegionUpperYolo 0.50000 0.47127 1.06096 Pr(>|t|) (Intercept) 0.00000 FlowPulseTypeMA-Ag 0.84699 FlowPulseTypeMA-SR 0.58442 FlowPulseTypeNF 0.68999 FlowActionPeriodBefore 0.67851 FlowActionPeriodDuring 0.69434 RegionColusaDrainRCS 0.00163 RegionLowerSac 0.14186 RegionLowerYolo 0.26576 RegionUpperYolo 0.00017 FlowPulseTypeMA-Ag:FlowActionPeriodBefore 0.83334 FlowPulseTypeMA-SR:FlowActionPeriodBefore 0.70928 FlowPulseTypeNF:FlowActionPeriodBefore 0.51537 FlowPulseTypeMA-Ag:FlowActionPeriodDuring 0.84411 FlowPulseTypeMA-SR:FlowActionPeriodDuring 0.46395 FlowPulseTypeNF:FlowActionPeriodDuring 0.68148 FlowActionPeriodBefore:RegionColusaDrainRCS 0.00922 FlowActionPeriodDuring:RegionColusaDrainRCS 0.81882 FlowActionPeriodBefore:RegionLowerSac 1.00000 FlowActionPeriodDuring:RegionLowerSac 1.00000 FlowActionPeriodBefore:RegionLowerYolo 0.37223 FlowActionPeriodDuring:RegionLowerYolo 0.00000 FlowActionPeriodBefore:RegionUpperYolo 0.00004 FlowActionPeriodDuring:RegionUpperYolo 0.77625 FlowPulseTypeMA-Ag:RegionColusaDrainRCS 1.00000 FlowPulseTypeMA-SR:RegionColusaDrainRCS 0.00086 FlowPulseTypeNF:RegionColusaDrainRCS 0.73419 FlowPulseTypeMA-Ag:RegionLowerSac 0.83560 FlowPulseTypeMA-SR:RegionLowerSac 0.46740 FlowPulseTypeNF:RegionLowerSac 0.50613 FlowPulseTypeMA-Ag:RegionLowerYolo 0.51714 FlowPulseTypeMA-SR:RegionLowerYolo 0.08886 FlowPulseTypeNF:RegionLowerYolo 0.35746 FlowPulseTypeMA-Ag:RegionUpperYolo 0.10795 FlowPulseTypeMA-SR:RegionUpperYolo 0.00045 FlowPulseTypeNF:RegionUpperYolo 0.28908

QR Plot

## Warning in rq.fit.br(x, y, tau = tau, ...): Solution may be nonunique

## Warning in rq.fit.br(x, y, tau = tau, ...): Solution may be nonunique

## Warning in rq.fit.br(x, y, tau = tau, ...): Solution may be nonunique

## Warning in rq.fit.br(x, y, tau = tau, ...): Solution may be nonunique

## Warning in rq.fit.br(x, y, tau = tau, ...): Solution may be nonunique

## Warning in rq.fit.br(x, y, tau = tau, ...): Solution may be nonunique

## Warning in rq.fit.br(x, y, tau = tau, ...): Solution may be nonunique

## Warning in rq.fit.br(x, y, tau = tau, ...): Solution may be nonunique

## Warning in rq.fit.br(x, y, tau = tau, ...): Solution may be nonunique

ANOVA

TSS

QR Results

## Warning in rq.fit.br(x, y, tau = tau, ...): Solution may be nonunique

Call: rq(formula = eq)

tau: [1] 0.5

Coefficients: Value Std. Error t value
(Intercept) 4.00000 5.06005 0.79051 FlowPulseTypeMA-Ag 0.00000 5.27470 0.00000 FlowPulseTypeMA-SR 6.00000 5.58216 1.07485 FlowPulseTypeNF 7.00000 5.10313 1.37171 FlowActionPeriodBefore 5.00000 4.91070 1.01818 FlowActionPeriodDuring 4.00000 5.17978 0.77223 RegionColusaDrainRCS 38.00000 6.43820 5.90227 RegionLowerSac 0.00000 4.84661 0.00000 RegionLowerYolo 30.00000 4.57086 6.56332 RegionUpperYolo 64.00000 5.12480 12.48829 FlowPulseTypeMA-Ag:FlowActionPeriodBefore -3.00000 4.83686 -0.62024 FlowPulseTypeMA-SR:FlowActionPeriodBefore 2.00000 5.45976 0.36632 FlowPulseTypeNF:FlowActionPeriodBefore -3.00000 4.69332 -0.63921 FlowPulseTypeMA-Ag:FlowActionPeriodDuring -2.00000 5.17607 -0.38639 FlowPulseTypeMA-SR:FlowActionPeriodDuring -1.00000 5.55797 -0.17992 FlowPulseTypeNF:FlowActionPeriodDuring -3.00000 4.95923 -0.60493 FlowActionPeriodBefore:RegionColusaDrainRCS 1.00000 4.67896 0.21372 FlowActionPeriodDuring:RegionColusaDrainRCS -4.00000 4.44335 -0.90022 FlowActionPeriodBefore:RegionLowerSac -1.00000 3.57068 -0.28006 FlowActionPeriodDuring:RegionLowerSac -2.00000 3.47321 -0.57584 FlowActionPeriodBefore:RegionLowerYolo 1.00000 3.42099 0.29231 FlowActionPeriodDuring:RegionLowerYolo -1.00000 3.40546 -0.29365 FlowActionPeriodBefore:RegionUpperYolo 4.00000 3.67656 1.08797 FlowActionPeriodDuring:RegionUpperYolo 5.00000 3.58111 1.39622 FlowPulseTypeMA-Ag:RegionColusaDrainRCS -9.00000 6.11537 -1.47170 FlowPulseTypeMA-SR:RegionColusaDrainRCS -24.00000 8.21452 -2.92166 FlowPulseTypeNF:RegionColusaDrainRCS -12.00000 5.99460 -2.00180 FlowPulseTypeMA-Ag:RegionLowerSac 0.00000 4.90449 0.00000 FlowPulseTypeMA-SR:RegionLowerSac -4.00000 5.60112 -0.71414 FlowPulseTypeNF:RegionLowerSac -4.00000 4.59171 -0.87113 FlowPulseTypeMA-Ag:RegionLowerYolo -8.00000 4.71310 -1.69740 FlowPulseTypeMA-SR:RegionLowerYolo 6.00000 5.37826 1.11560 FlowPulseTypeNF:RegionLowerYolo 2.00000 4.42286 0.45220 FlowPulseTypeMA-Ag:RegionUpperYolo -37.00000 5.06066 -7.31130 FlowPulseTypeMA-SR:RegionUpperYolo -23.00000 5.77108 -3.98539 FlowPulseTypeNF:RegionUpperYolo -44.00000 4.79841 -9.16970 Pr(>|t|) (Intercept) 0.42951 FlowPulseTypeMA-Ag 1.00000 FlowPulseTypeMA-SR 0.28282 FlowPulseTypeNF 0.17060 FlowActionPeriodBefore 0.30895 FlowActionPeriodDuring 0.44024 RegionColusaDrainRCS 0.00000 RegionLowerSac 1.00000 RegionLowerYolo 0.00000 RegionUpperYolo 0.00000 FlowPulseTypeMA-Ag:FlowActionPeriodBefore 0.53531 FlowPulseTypeMA-SR:FlowActionPeriodBefore 0.71424 FlowPulseTypeNF:FlowActionPeriodBefore 0.52290 FlowPulseTypeMA-Ag:FlowActionPeriodDuring 0.69932 FlowPulseTypeMA-SR:FlowActionPeriodDuring 0.85727 FlowPulseTypeNF:FlowActionPeriodDuring 0.54542 FlowActionPeriodBefore:RegionColusaDrainRCS 0.83083 FlowActionPeriodDuring:RegionColusaDrainRCS 0.36832 FlowActionPeriodBefore:RegionLowerSac 0.77952 FlowActionPeriodDuring:RegionLowerSac 0.56491 FlowActionPeriodBefore:RegionLowerYolo 0.77014 FlowActionPeriodDuring:RegionLowerYolo 0.76912 FlowActionPeriodBefore:RegionUpperYolo 0.27699 FlowActionPeriodDuring:RegionUpperYolo 0.16310 FlowPulseTypeMA-Ag:RegionColusaDrainRCS 0.14156 FlowPulseTypeMA-SR:RegionColusaDrainRCS 0.00360 FlowPulseTypeNF:RegionColusaDrainRCS 0.04570 FlowPulseTypeMA-Ag:RegionLowerSac 1.00000 FlowPulseTypeMA-SR:RegionLowerSac 0.47538 FlowPulseTypeNF:RegionLowerSac 0.38398 FlowPulseTypeMA-Ag:RegionLowerYolo 0.09007 FlowPulseTypeMA-SR:RegionLowerYolo 0.26498 FlowPulseTypeNF:RegionLowerYolo 0.65127 FlowPulseTypeMA-Ag:RegionUpperYolo 0.00000 FlowPulseTypeMA-SR:RegionUpperYolo 0.00007 FlowPulseTypeNF:RegionUpperYolo 0.00000

QR Plot

## Warning in rq.fit.br(x, y, tau = tau, ...): Solution may be nonunique

## Warning in rq.fit.br(x, y, tau = tau, ...): Solution may be nonunique

## Warning in rq.fit.br(x, y, tau = tau, ...): Solution may be nonunique

## Warning in rq.fit.br(x, y, tau = tau, ...): Solution may be nonunique

## Warning in rq.fit.br(x, y, tau = tau, ...): Solution may be nonunique

## Warning in rq.fit.br(x, y, tau = tau, ...): Solution may be nonunique

## Warning in rq.fit.br(x, y, tau = tau, ...): Solution may be nonunique

## Warning in rq.fit.br(x, y, tau = tau, ...): Solution may be nonunique

## Warning in rq.fit.br(x, y, tau = tau, ...): Solution may be nonunique

## Warning in rq.fit.br(x, y, tau = tau, ...): Solution may be nonunique

ANOVA

DisChloride

QR Results

## Warning in rq.fit.br(x, y, tau = tau, ...): Solution may be nonunique

Call: rq(formula = eq)

tau: [1] 0.5

Coefficients: Value Std. Error t value
(Intercept) 5.88000 3.52677 1.66725 FlowPulseTypeMA-Ag 2.12000 3.67637 0.57666 FlowPulseTypeMA-SR 1.12000 3.89067 0.28787 FlowPulseTypeNF 9.40000 3.55679 2.64283 FlowActionPeriodBefore 0.12000 3.42267 0.03506 FlowActionPeriodDuring 1.12000 3.61022 0.31023 RegionColusaDrainRCS 16.62000 4.48731 3.70378 RegionLowerSac -0.88000 3.37800 -0.26051 RegionLowerYolo 3.12000 3.18581 0.97934 RegionUpperYolo 67.72000 3.57190 18.95910 FlowPulseTypeMA-Ag:FlowActionPeriodBefore -2.00000 3.37121 -0.59326 FlowPulseTypeMA-SR:FlowActionPeriodBefore -0.12000 3.80536 -0.03153 FlowPulseTypeNF:FlowActionPeriodBefore -4.40000 3.27116 -1.34509 FlowPulseTypeMA-Ag:FlowActionPeriodDuring -2.00000 3.60763 -0.55438 FlowPulseTypeMA-SR:FlowActionPeriodDuring -2.12000 3.87381 -0.54726 FlowPulseTypeNF:FlowActionPeriodDuring 0.60000 3.45650 0.17359 FlowActionPeriodBefore:RegionColusaDrainRCS -5.82000 3.26116 -1.78464 FlowActionPeriodDuring:RegionColusaDrainRCS -6.62000 3.09694 -2.13759 FlowActionPeriodBefore:RegionLowerSac -0.12000 2.48870 -0.04822 FlowActionPeriodDuring:RegionLowerSac -0.12000 2.42076 -0.04957 FlowActionPeriodBefore:RegionLowerYolo 0.28000 2.38437 0.11743 FlowActionPeriodDuring:RegionLowerYolo 13.28000 2.37354 5.59501 FlowActionPeriodBefore:RegionUpperYolo 0.28000 2.56250 0.10927 FlowActionPeriodDuring:RegionUpperYolo -30.72000 2.49597 -12.30784 FlowPulseTypeMA-Ag:RegionColusaDrainRCS -1.12000 4.26231 -0.26277 FlowPulseTypeMA-SR:RegionColusaDrainRCS 6.20000 5.72538 1.08290 FlowPulseTypeNF:RegionColusaDrainRCS -1.00000 4.17814 -0.23934 FlowPulseTypeMA-Ag:RegionLowerSac -0.12000 3.41834 -0.03510 FlowPulseTypeMA-SR:RegionLowerSac 0.00000 3.90388 0.00000 FlowPulseTypeNF:RegionLowerSac 0.00000 3.20034 0.00000 FlowPulseTypeMA-Ag:RegionLowerYolo 1.48000 3.28495 0.45054 FlowPulseTypeMA-SR:RegionLowerYolo 1.60000 3.74855 0.42683 FlowPulseTypeNF:RegionLowerYolo 3.60000 3.08266 1.16782 FlowPulseTypeMA-Ag:RegionUpperYolo -18.12000 3.52719 -5.13723 FlowPulseTypeMA-SR:RegionUpperYolo -14.00000 4.02234 -3.48056 FlowPulseTypeNF:RegionUpperYolo -21.00000 3.34441 -6.27913 Pr(>|t|) (Intercept) 0.09592 FlowPulseTypeMA-Ag 0.56436 FlowPulseTypeMA-SR 0.77353 FlowPulseTypeNF 0.00841 FlowActionPeriodBefore 0.97204 FlowActionPeriodDuring 0.75648 RegionColusaDrainRCS 0.00023 RegionLowerSac 0.79455 RegionLowerYolo 0.32775 RegionUpperYolo 0.00000 FlowPulseTypeMA-Ag:FlowActionPeriodBefore 0.55320 FlowPulseTypeMA-SR:FlowActionPeriodBefore 0.97485 FlowPulseTypeNF:FlowActionPeriodBefore 0.17904 FlowPulseTypeMA-Ag:FlowActionPeriodDuring 0.57950 FlowPulseTypeMA-SR:FlowActionPeriodDuring 0.58437 FlowPulseTypeNF:FlowActionPeriodDuring 0.86224 FlowActionPeriodBefore:RegionColusaDrainRCS 0.07476 FlowActionPeriodDuring:RegionColusaDrainRCS 0.03290 FlowActionPeriodBefore:RegionLowerSac 0.96156 FlowActionPeriodDuring:RegionLowerSac 0.96048 FlowActionPeriodBefore:RegionLowerYolo 0.90655 FlowActionPeriodDuring:RegionLowerYolo 0.00000 FlowActionPeriodBefore:RegionUpperYolo 0.91302 FlowActionPeriodDuring:RegionUpperYolo 0.00000 FlowPulseTypeMA-Ag:RegionColusaDrainRCS 0.79281 FlowPulseTypeMA-SR:RegionColusaDrainRCS 0.27923 FlowPulseTypeNF:RegionColusaDrainRCS 0.81091 FlowPulseTypeMA-Ag:RegionLowerSac 0.97201 FlowPulseTypeMA-SR:RegionLowerSac 1.00000 FlowPulseTypeNF:RegionLowerSac 1.00000 FlowPulseTypeMA-Ag:RegionLowerYolo 0.65246 FlowPulseTypeMA-SR:RegionLowerYolo 0.66964 FlowPulseTypeNF:RegionLowerYolo 0.24328 FlowPulseTypeMA-Ag:RegionUpperYolo 0.00000 FlowPulseTypeMA-SR:RegionUpperYolo 0.00053 FlowPulseTypeNF:RegionUpperYolo 0.00000

QR Plot

## Warning in rq.fit.br(x, y, tau = tau, ...): Solution may be nonunique

## Warning in rq.fit.br(x, y, tau = tau, ...): Solution may be nonunique

## Warning in rq.fit.br(x, y, tau = tau, ...): Solution may be nonunique

## Warning in rq.fit.br(x, y, tau = tau, ...): Solution may be nonunique

## Warning in rq.fit.br(x, y, tau = tau, ...): Solution may be nonunique

## Warning in rq.fit.br(x, y, tau = tau, ...): Solution may be nonunique

## Warning in rq.fit.br(x, y, tau = tau, ...): Solution may be nonunique

## Warning in rq.fit.br(x, y, tau = tau, ...): Solution may be nonunique

## Warning in rq.fit.br(x, y, tau = tau, ...): Solution may be nonunique

## Warning in rq.fit.br(x, y, tau = tau, ...): Solution may be nonunique

ANOVA

Pheo

QR Results

## Warning in rq.fit.br(x, y, tau = tau, ...): Solution may be nonunique

Call: rq(formula = eq)

tau: [1] 0.5

Coefficients: Value Std. Error t value
(Intercept) 0.86000 0.32442 2.65092 FlowPulseTypeMA-Ag -0.32000 0.34043 -0.93998 FlowPulseTypeMA-SR 0.49000 0.36155 1.35526 FlowPulseTypeNF -0.01000 0.32373 -0.03089 FlowActionPeriodBefore 0.33000 0.31079 1.06180 FlowActionPeriodDuring 0.27000 0.31708 0.85151 RegionColusaDrainRCS 5.51000 0.43597 12.63856 RegionLowerSac -0.16000 0.32789 -0.48797 RegionLowerYolo 1.65000 0.28786 5.73193 RegionUpperYolo 5.85000 0.34268 17.07131 FlowPulseTypeMA-Ag:FlowActionPeriodBefore -0.02000 0.30674 -0.06520 FlowPulseTypeMA-SR:FlowActionPeriodBefore 0.10000 0.33874 0.29521 FlowPulseTypeNF:FlowActionPeriodBefore -0.16000 0.29077 -0.55027 FlowPulseTypeMA-Ag:FlowActionPeriodDuring -0.21000 0.31711 -0.66223 FlowPulseTypeMA-SR:FlowActionPeriodDuring 0.08000 0.34441 0.23228 FlowPulseTypeNF:FlowActionPeriodDuring -0.07000 0.29523 -0.23710 FlowActionPeriodBefore:RegionColusaDrainRCS -4.00000 0.31463 -12.71316 FlowActionPeriodDuring:RegionColusaDrainRCS -4.66000 0.29705 -15.68742 FlowActionPeriodBefore:RegionLowerSac 0.10000 0.23901 0.41839 FlowActionPeriodDuring:RegionLowerSac -0.13000 0.23102 -0.56273 FlowActionPeriodBefore:RegionLowerYolo -0.24000 0.21775 -1.10220 FlowActionPeriodDuring:RegionLowerYolo 1.10000 0.21582 5.09689 FlowActionPeriodBefore:RegionUpperYolo 2.96000 0.23951 12.35863 FlowActionPeriodDuring:RegionUpperYolo -1.09000 0.23135 -4.71142 FlowPulseTypeMA-Ag:RegionColusaDrainRCS -0.33000 0.41557 -0.79410 FlowPulseTypeMA-SR:RegionColusaDrainRCS 1.49000 0.53350 2.79288 FlowPulseTypeNF:RegionColusaDrainRCS 0.08000 0.40499 0.19753 FlowPulseTypeMA-Ag:RegionLowerSac 0.19000 0.33415 0.56861 FlowPulseTypeMA-SR:RegionLowerSac -0.15000 0.37941 -0.39535 FlowPulseTypeNF:RegionLowerSac 0.11000 0.30926 0.35568 FlowPulseTypeMA-Ag:RegionLowerYolo -0.86000 0.30264 -2.84166 FlowPulseTypeMA-SR:RegionLowerYolo 0.52000 0.34392 1.51198 FlowPulseTypeNF:RegionLowerYolo 0.11000 0.27299 0.40294 FlowPulseTypeMA-Ag:RegionUpperYolo -2.94000 0.34314 -8.56797 FlowPulseTypeMA-SR:RegionUpperYolo -1.38000 0.38582 -3.57679 FlowPulseTypeNF:RegionUpperYolo -3.18000 0.31940 -9.95608 Pr(>|t|) (Intercept) 0.00819 FlowPulseTypeMA-Ag 0.34752 FlowPulseTypeMA-SR 0.17573 FlowPulseTypeNF 0.97537 FlowActionPeriodBefore 0.28866 FlowActionPeriodDuring 0.39475 RegionColusaDrainRCS 0.00000 RegionLowerSac 0.62571 RegionLowerYolo 0.00000 RegionUpperYolo 0.00000 FlowPulseTypeMA-Ag:FlowActionPeriodBefore 0.94803 FlowPulseTypeMA-SR:FlowActionPeriodBefore 0.76791 FlowPulseTypeNF:FlowActionPeriodBefore 0.58229 FlowPulseTypeMA-Ag:FlowActionPeriodDuring 0.50803 FlowPulseTypeMA-SR:FlowActionPeriodDuring 0.81638 FlowPulseTypeNF:FlowActionPeriodDuring 0.81264 FlowActionPeriodBefore:RegionColusaDrainRCS 0.00000 FlowActionPeriodDuring:RegionColusaDrainRCS 0.00000 FlowActionPeriodBefore:RegionLowerSac 0.67578 FlowActionPeriodDuring:RegionLowerSac 0.57378 FlowActionPeriodBefore:RegionLowerYolo 0.27072 FlowActionPeriodDuring:RegionLowerYolo 0.00000 FlowActionPeriodBefore:RegionUpperYolo 0.00000 FlowActionPeriodDuring:RegionUpperYolo 0.00000 FlowPulseTypeMA-Ag:RegionColusaDrainRCS 0.42738 FlowPulseTypeMA-SR:RegionColusaDrainRCS 0.00535 FlowPulseTypeNF:RegionColusaDrainRCS 0.84346 FlowPulseTypeMA-Ag:RegionLowerSac 0.56979 FlowPulseTypeMA-SR:RegionLowerSac 0.69270 FlowPulseTypeNF:RegionLowerSac 0.72217 FlowPulseTypeMA-Ag:RegionLowerYolo 0.00461 FlowPulseTypeMA-SR:RegionLowerYolo 0.13095 FlowPulseTypeNF:RegionLowerYolo 0.68710 FlowPulseTypeMA-Ag:RegionUpperYolo 0.00000 FlowPulseTypeMA-SR:RegionUpperYolo 0.00037 FlowPulseTypeNF:RegionUpperYolo 0.00000

QR Plot

## Warning in rq.fit.br(x, y, tau = tau, ...): Solution may be nonunique

## Warning in rq.fit.br(x, y, tau = tau, ...): Solution may be nonunique

## Warning in rq.fit.br(x, y, tau = tau, ...): Solution may be nonunique

## Warning in rq.fit.br(x, y, tau = tau, ...): Solution may be nonunique

## Warning in rq.fit.br(x, y, tau = tau, ...): Solution may be nonunique

## Warning in rq.fit.br(x, y, tau = tau, ...): Solution may be nonunique

## Warning in rq.fit.br(x, y, tau = tau, ...): Solution may be nonunique

## Warning in rq.fit.br(x, y, tau = tau, ...): Solution may be nonunique

## Warning in rq.fit.br(x, y, tau = tau, ...): Solution may be nonunique

ANOVA

TOP

QR Results

## Warning in rq.fit.br(x, y, tau = tau, ...): Solution may be nonunique

Call: rq(formula = eq)

tau: [1] 0.5

Coefficients: Value Std. Error t value
(Intercept) 0.07000 0.04638 1.50915 FlowPulseTypeMA-Ag 0.03000 0.04835 0.62046 FlowPulseTypeMA-SR 0.02000 0.05117 0.39086 FlowPulseTypeNF 0.03000 0.04678 0.64132 FlowActionPeriodBefore 0.02000 0.04501 0.44430 FlowActionPeriodDuring 0.01500 0.04748 0.31591 RegionColusaDrainRCS 0.07500 0.05902 1.27082 RegionLowerSac -0.00300 0.04443 -0.06753 RegionLowerYolo 0.04000 0.04190 0.95467 RegionUpperYolo 0.86000 0.04698 18.30669 FlowPulseTypeMA-Ag:FlowActionPeriodBefore -0.00300 0.04434 -0.06766 FlowPulseTypeMA-SR:FlowActionPeriodBefore 0.01700 0.05005 0.33968 FlowPulseTypeNF:FlowActionPeriodBefore -0.02000 0.04302 -0.46488 FlowPulseTypeMA-Ag:FlowActionPeriodDuring -0.01600 0.04745 -0.33722 FlowPulseTypeMA-SR:FlowActionPeriodDuring -0.00500 0.05095 -0.09814 FlowPulseTypeNF:FlowActionPeriodDuring -0.00500 0.04546 -0.10999 FlowActionPeriodBefore:RegionColusaDrainRCS 0.00500 0.04289 0.11658 FlowActionPeriodDuring:RegionColusaDrainRCS -0.03000 0.04073 -0.73654 FlowActionPeriodBefore:RegionLowerSac -0.02700 0.03273 -0.82490 FlowActionPeriodDuring:RegionLowerSac -0.02000 0.03184 -0.62819 FlowActionPeriodBefore:RegionLowerYolo 0.03000 0.03136 0.95666 FlowActionPeriodDuring:RegionLowerYolo 0.03000 0.03122 0.96102 FlowActionPeriodBefore:RegionUpperYolo 0.05000 0.03370 1.48360 FlowActionPeriodDuring:RegionUpperYolo -0.27000 0.03283 -8.22498 FlowPulseTypeMA-Ag:RegionColusaDrainRCS -0.02100 0.05606 -0.37462 FlowPulseTypeMA-SR:RegionColusaDrainRCS 0.05500 0.07530 0.73041 FlowPulseTypeNF:RegionColusaDrainRCS -0.02500 0.05495 -0.45495 FlowPulseTypeMA-Ag:RegionLowerSac -0.00700 0.04496 -0.15570 FlowPulseTypeMA-SR:RegionLowerSac -0.01700 0.05134 -0.33110 FlowPulseTypeNF:RegionLowerSac 0.00300 0.04209 0.07127 FlowPulseTypeMA-Ag:RegionLowerYolo 0.01800 0.04320 0.41663 FlowPulseTypeMA-SR:RegionLowerYolo 0.04000 0.04930 0.81135 FlowPulseTypeNF:RegionLowerYolo 0.00000 0.04054 0.00000 FlowPulseTypeMA-Ag:RegionUpperYolo -0.27700 0.04639 -5.97120 FlowPulseTypeMA-SR:RegionUpperYolo -0.05000 0.05290 -0.94515 FlowPulseTypeNF:RegionUpperYolo -0.54000 0.04399 -12.27679 Pr(>|t|) (Intercept) 0.13172 FlowPulseTypeMA-Ag 0.53516 FlowPulseTypeMA-SR 0.69602 FlowPulseTypeNF 0.52153 FlowActionPeriodBefore 0.65697 FlowActionPeriodDuring 0.75216 RegionColusaDrainRCS 0.20422 RegionLowerSac 0.94618 RegionLowerYolo 0.34008 RegionUpperYolo 0.00000 FlowPulseTypeMA-Ag:FlowActionPeriodBefore 0.94607 FlowPulseTypeMA-SR:FlowActionPeriodBefore 0.73420 FlowPulseTypeNF:FlowActionPeriodBefore 0.64217 FlowPulseTypeMA-Ag:FlowActionPeriodDuring 0.73606 FlowPulseTypeMA-SR:FlowActionPeriodDuring 0.92185 FlowPulseTypeNF:FlowActionPeriodDuring 0.91245 FlowActionPeriodBefore:RegionColusaDrainRCS 0.90723 FlowActionPeriodDuring:RegionColusaDrainRCS 0.46165 FlowActionPeriodBefore:RegionLowerSac 0.40971 FlowActionPeriodDuring:RegionLowerSac 0.53009 FlowActionPeriodBefore:RegionLowerYolo 0.33907 FlowActionPeriodDuring:RegionLowerYolo 0.33688 FlowActionPeriodBefore:RegionUpperYolo 0.13837 FlowActionPeriodDuring:RegionUpperYolo 0.00000 FlowPulseTypeMA-Ag:RegionColusaDrainRCS 0.70806 FlowPulseTypeMA-SR:RegionColusaDrainRCS 0.46539 FlowPulseTypeNF:RegionColusaDrainRCS 0.64929 FlowPulseTypeMA-Ag:RegionLowerSac 0.87631 FlowPulseTypeMA-SR:RegionLowerSac 0.74067 FlowPulseTypeNF:RegionLowerSac 0.94320 FlowPulseTypeMA-Ag:RegionLowerYolo 0.67708 FlowPulseTypeMA-SR:RegionLowerYolo 0.41745 FlowPulseTypeNF:RegionLowerYolo 1.00000 FlowPulseTypeMA-Ag:RegionUpperYolo 0.00000 FlowPulseTypeMA-SR:RegionUpperYolo 0.34491 FlowPulseTypeNF:RegionUpperYolo 0.00000

QR Plot

## Warning in rq.fit.br(x, y, tau = tau, ...): Solution may be nonunique

## Warning in rq.fit.br(x, y, tau = tau, ...): Solution may be nonunique

## Warning in rq.fit.br(x, y, tau = tau, ...): Solution may be nonunique

## Warning in rq.fit.br(x, y, tau = tau, ...): Solution may be nonunique

## Warning in rq.fit.br(x, y, tau = tau, ...): Solution may be nonunique

## Warning in rq.fit.br(x, y, tau = tau, ...): Solution may be nonunique

## Warning in rq.fit.br(x, y, tau = tau, ...): Solution may be nonunique

## Warning in rq.fit.br(x, y, tau = tau, ...): Solution may be nonunique

## Warning in rq.fit.br(x, y, tau = tau, ...): Solution may be nonunique

ANOVA

DON

QR Results

## Warning in rq.fit.br(x, y, tau = tau, ...): Solution may be nonunique

Call: rq(formula = eq)

tau: [1] 0.5

Coefficients: Value Std. Error t value (Intercept) 0.10000 0.17394 0.57491 FlowPulseTypeMA-Ag 0.06000 0.18132 0.33091 FlowPulseTypeMA-SR 0.10000 0.19189 0.52114 FlowPulseTypeNF 0.10000 0.17542 0.57006 FlowActionPeriodBefore 0.00000 0.16881 0.00000 FlowActionPeriodDuring 0.00000 0.17806 0.00000 RegionColusaDrainRCS 0.30000 0.22131 1.35555 RegionLowerSac 0.00000 0.16660 0.00000 RegionLowerYolo 0.04000 0.15712 0.25458 RegionUpperYolo 0.40000 0.17617 2.27060 FlowPulseTypeMA-Ag:FlowActionPeriodBefore 0.03000 0.16627 0.18043 FlowPulseTypeMA-SR:FlowActionPeriodBefore 0.00000 0.18768 0.00000 FlowPulseTypeNF:FlowActionPeriodBefore 0.00000 0.16133 0.00000 FlowPulseTypeMA-Ag:FlowActionPeriodDuring 0.00000 0.17793 0.00000 FlowPulseTypeMA-SR:FlowActionPeriodDuring -0.06000 0.19106 -0.31405 FlowPulseTypeNF:FlowActionPeriodDuring 0.10000 0.17047 0.58660 FlowActionPeriodBefore:RegionColusaDrainRCS 0.10000 0.16084 0.62174 FlowActionPeriodDuring:RegionColusaDrainRCS 0.00000 0.15274 0.00000 FlowActionPeriodBefore:RegionLowerSac 0.00000 0.12274 0.00000 FlowActionPeriodDuring:RegionLowerSac 0.00000 0.11939 0.00000 FlowActionPeriodBefore:RegionLowerYolo 0.06000 0.11760 0.51022 FlowActionPeriodDuring:RegionLowerYolo 0.16000 0.11706 1.36679 FlowActionPeriodBefore:RegionUpperYolo 0.10000 0.12638 0.79125 FlowActionPeriodDuring:RegionUpperYolo -0.10000 0.12310 -0.81234 FlowPulseTypeMA-Ag:RegionColusaDrainRCS -0.07000 0.21022 -0.33299 FlowPulseTypeMA-SR:RegionColusaDrainRCS 0.06000 0.28237 0.21248 FlowPulseTypeNF:RegionColusaDrainRCS -0.20000 0.20606 -0.97057 FlowPulseTypeMA-Ag:RegionLowerSac -0.06000 0.16859 -0.35589 FlowPulseTypeMA-SR:RegionLowerSac 0.00000 0.19254 0.00000 FlowPulseTypeNF:RegionLowerSac 0.00000 0.15784 0.00000 FlowPulseTypeMA-Ag:RegionLowerYolo 0.05000 0.16201 0.30862 FlowPulseTypeMA-SR:RegionLowerYolo -0.04000 0.18488 -0.21636 FlowPulseTypeNF:RegionLowerYolo 0.00000 0.15204 0.00000 FlowPulseTypeMA-Ag:RegionUpperYolo 0.01000 0.17396 0.05748 FlowPulseTypeMA-SR:RegionUpperYolo 0.16000 0.19838 0.80653 FlowPulseTypeNF:RegionUpperYolo -0.10000 0.16495 -0.60626 Pr(>|t|) (Intercept) 0.56554 FlowPulseTypeMA-Ag 0.74081 FlowPulseTypeMA-SR 0.60244 FlowPulseTypeNF 0.56882 FlowActionPeriodBefore 1.00000 FlowActionPeriodDuring 1.00000 RegionColusaDrainRCS 0.17569 RegionLowerSac 1.00000 RegionLowerYolo 0.79913 RegionUpperYolo 0.02348 FlowPulseTypeMA-Ag:FlowActionPeriodBefore 0.85687 FlowPulseTypeMA-SR:FlowActionPeriodBefore 1.00000 FlowPulseTypeNF:FlowActionPeriodBefore 1.00000 FlowPulseTypeMA-Ag:FlowActionPeriodDuring 1.00000 FlowPulseTypeMA-SR:FlowActionPeriodDuring 0.75358 FlowPulseTypeNF:FlowActionPeriodDuring 0.55766 FlowActionPeriodBefore:RegionColusaDrainRCS 0.53432 FlowActionPeriodDuring:RegionColusaDrainRCS 1.00000 FlowActionPeriodBefore:RegionLowerSac 1.00000 FlowActionPeriodDuring:RegionLowerSac 1.00000 FlowActionPeriodBefore:RegionLowerYolo 0.61006 FlowActionPeriodDuring:RegionLowerYolo 0.17214 FlowActionPeriodBefore:RegionUpperYolo 0.42907 FlowActionPeriodDuring:RegionUpperYolo 0.41688 FlowPulseTypeMA-Ag:RegionColusaDrainRCS 0.73924 FlowPulseTypeMA-SR:RegionColusaDrainRCS 0.83179 FlowPulseTypeNF:RegionColusaDrainRCS 0.33210 FlowPulseTypeMA-Ag:RegionLowerSac 0.72203 FlowPulseTypeMA-SR:RegionLowerSac 1.00000 FlowPulseTypeNF:RegionLowerSac 1.00000 FlowPulseTypeMA-Ag:RegionLowerYolo 0.75771 FlowPulseTypeMA-SR:RegionLowerYolo 0.82877 FlowPulseTypeNF:RegionLowerYolo 1.00000 FlowPulseTypeMA-Ag:RegionUpperYolo 0.95418 FlowPulseTypeMA-SR:RegionUpperYolo 0.42022 FlowPulseTypeNF:RegionUpperYolo 0.54454

QR Plot

## Warning in rq.fit.br(x, y, tau = tau, ...): Solution may be nonunique

## Warning in rq.fit.br(x, y, tau = tau, ...): Solution may be nonunique

## Warning in rq.fit.br(x, y, tau = tau, ...): Solution may be nonunique

## Warning in rq.fit.br(x, y, tau = tau, ...): Solution may be nonunique

## Warning in rq.fit.br(x, y, tau = tau, ...): Solution may be nonunique

## Warning in rq.fit.br(x, y, tau = tau, ...): Solution may be nonunique

## Warning in rq.fit.br(x, y, tau = tau, ...): Solution may be nonunique

## Warning in rq.fit.br(x, y, tau = tau, ...): Solution may be nonunique

## Warning in rq.fit.br(x, y, tau = tau, ...): Solution may be nonunique

ANOVA

DisCalcium

QR Results

## Warning in rq.fit.br(x, y, tau = tau, ...): Solution may be nonunique

Call: rq(formula = eq)

tau: [1] 0.5

Coefficients: Value Std. Error t value (Intercept) 10.00000 3.05600 3.27225 FlowPulseTypeMA-Ag 2.40000 3.18223 0.75419 FlowPulseTypeMA-SR 1.00000 3.36838 0.29688 FlowPulseTypeNF 3.00000 3.08358 0.97290 FlowActionPeriodBefore 0.00000 2.96673 0.00000 FlowActionPeriodDuring 1.00000 3.12922 0.31957 RegionColusaDrainRCS 23.60000 3.88889 6.06857 RegionLowerSac -1.00000 2.92968 -0.34133 RegionLowerYolo 2.00000 2.76284 0.72389 RegionUpperYolo 18.00000 3.09743 5.81127 FlowPulseTypeMA-Ag:FlowActionPeriodBefore -1.40000 2.91780 -0.47981 FlowPulseTypeMA-SR:FlowActionPeriodBefore -2.00000 3.29356 -0.60725 FlowPulseTypeNF:FlowActionPeriodBefore -1.00000 2.83273 -0.35302 FlowPulseTypeMA-Ag:FlowActionPeriodDuring -0.40000 3.12242 -0.12811 FlowPulseTypeMA-SR:FlowActionPeriodDuring -4.00000 3.35281 -1.19303 FlowPulseTypeNF:FlowActionPeriodDuring 0.00000 2.99302 0.00000 FlowActionPeriodBefore:RegionColusaDrainRCS 1.40000 2.83047 0.49462 FlowActionPeriodDuring:RegionColusaDrainRCS -2.60000 2.68970 -0.96665 FlowActionPeriodBefore:RegionLowerSac 0.00000 2.16374 0.00000 FlowActionPeriodDuring:RegionLowerSac 0.00000 2.10612 0.00000 FlowActionPeriodBefore:RegionLowerYolo -1.00000 2.07326 -0.48233 FlowActionPeriodDuring:RegionLowerYolo 19.00000 2.06504 9.20079 FlowActionPeriodBefore:RegionUpperYolo 3.00000 2.22736 1.34689 FlowActionPeriodDuring:RegionUpperYolo 0.00000 2.17076 0.00000 FlowPulseTypeMA-Ag:RegionColusaDrainRCS 0.00000 3.68960 0.00000 FlowPulseTypeMA-SR:RegionColusaDrainRCS 3.00000 4.95587 0.60534 FlowPulseTypeNF:RegionColusaDrainRCS -1.00000 3.61768 -0.27642 FlowPulseTypeMA-Ag:RegionLowerSac 0.50000 2.95915 0.16897 FlowPulseTypeMA-SR:RegionLowerSac 1.00000 3.38030 0.29583 FlowPulseTypeNF:RegionLowerSac 0.00000 2.77197 0.00000 FlowPulseTypeMA-Ag:RegionLowerYolo 0.80000 2.84357 0.28134 FlowPulseTypeMA-SR:RegionLowerYolo 2.00000 3.24555 0.61623 FlowPulseTypeNF:RegionLowerYolo 2.00000 2.67061 0.74889 FlowPulseTypeMA-Ag:RegionUpperYolo 4.60000 3.05343 1.50650 FlowPulseTypeMA-SR:RegionUpperYolo 7.00000 3.48291 2.00981 FlowPulseTypeNF:RegionUpperYolo 6.00000 2.89645 2.07150 Pr(>|t|) (Intercept) 0.00112 FlowPulseTypeMA-Ag 0.45100 FlowPulseTypeMA-SR 0.76665 FlowPulseTypeNF 0.33095 FlowActionPeriodBefore 1.00000 FlowActionPeriodDuring 0.74939 RegionColusaDrainRCS 0.00000 RegionLowerSac 0.73296 RegionLowerYolo 0.46938 RegionUpperYolo 0.00000 FlowPulseTypeMA-Ag:FlowActionPeriodBefore 0.63151 FlowPulseTypeMA-SR:FlowActionPeriodBefore 0.54389 FlowPulseTypeNF:FlowActionPeriodBefore 0.72418 FlowPulseTypeMA-Ag:FlowActionPeriodDuring 0.89810 FlowPulseTypeMA-SR:FlowActionPeriodDuring 0.23327 FlowPulseTypeNF:FlowActionPeriodDuring 1.00000 FlowActionPeriodBefore:RegionColusaDrainRCS 0.62103 FlowActionPeriodDuring:RegionColusaDrainRCS 0.33406 FlowActionPeriodBefore:RegionLowerSac 1.00000 FlowActionPeriodDuring:RegionLowerSac 1.00000 FlowActionPeriodBefore:RegionLowerYolo 0.62972 FlowActionPeriodDuring:RegionLowerYolo 0.00000 FlowActionPeriodBefore:RegionUpperYolo 0.17846 FlowActionPeriodDuring:RegionUpperYolo 1.00000 FlowPulseTypeMA-Ag:RegionColusaDrainRCS 1.00000 FlowPulseTypeMA-SR:RegionColusaDrainRCS 0.54515 FlowPulseTypeNF:RegionColusaDrainRCS 0.78231 FlowPulseTypeMA-Ag:RegionLowerSac 0.86587 FlowPulseTypeMA-SR:RegionLowerSac 0.76745 FlowPulseTypeNF:RegionLowerSac 1.00000 FlowPulseTypeMA-Ag:RegionLowerYolo 0.77854 FlowPulseTypeMA-SR:RegionLowerYolo 0.53795 FlowPulseTypeNF:RegionLowerYolo 0.45418 FlowPulseTypeMA-Ag:RegionUpperYolo 0.13240 FlowPulseTypeMA-SR:RegionUpperYolo 0.04484 FlowPulseTypeNF:RegionUpperYolo 0.03869

QR Plot

## Warning in rq.fit.br(x, y, tau = tau, ...): Solution may be nonunique

## Warning in rq.fit.br(x, y, tau = tau, ...): Solution may be nonunique

## Warning in rq.fit.br(x, y, tau = tau, ...): Solution may be nonunique

## Warning in rq.fit.br(x, y, tau = tau, ...): Solution may be nonunique

## Warning in rq.fit.br(x, y, tau = tau, ...): Solution may be nonunique

## Warning in rq.fit.br(x, y, tau = tau, ...): Solution may be nonunique

## Warning in rq.fit.br(x, y, tau = tau, ...): Solution may be nonunique

## Warning in rq.fit.br(x, y, tau = tau, ...): Solution may be nonunique

## Warning in rq.fit.br(x, y, tau = tau, ...): Solution may be nonunique

ANOVA

TDS

QR Results

## Warning in rq.fit.br(x, y, tau = tau, ...): Solution may be nonunique

Call: rq(formula = eq)

tau: [1] 0.5

Coefficients: Value Std. Error t value
(Intercept) 81.00000 12.10013 6.69414 FlowPulseTypeMA-Ag 24.00000 12.61341 1.90274 FlowPulseTypeMA-SR 17.00000 13.34863 1.27354 FlowPulseTypeNF 41.00000 12.20313 3.35980 FlowActionPeriodBefore 8.00000 11.74298 0.68126 FlowActionPeriodDuring 13.00000 12.38644 1.04953 RegionColusaDrainRCS 251.00000 15.39569 16.30326 RegionLowerSac -9.00000 11.58971 -0.77655 RegionLowerYolo 31.00000 10.93031 2.83615 RegionUpperYolo 309.00000 12.25496 25.21427 FlowPulseTypeMA-Ag:FlowActionPeriodBefore -21.00000 11.56641 -1.81560 FlowPulseTypeMA-SR:FlowActionPeriodBefore -12.00000 13.05595 -0.91912 FlowPulseTypeNF:FlowActionPeriodBefore -20.00000 11.22316 -1.78203 FlowPulseTypeMA-Ag:FlowActionPeriodDuring -14.00000 12.37756 -1.13108 FlowPulseTypeMA-SR:FlowActionPeriodDuring -36.00000 13.29080 -2.70864 FlowPulseTypeNF:FlowActionPeriodDuring -1.00000 11.85902 -0.08432 FlowActionPeriodBefore:RegionColusaDrainRCS 1.00000 11.18883 0.08937 FlowActionPeriodDuring:RegionColusaDrainRCS -39.00000 10.62541 -3.67045 FlowActionPeriodBefore:RegionLowerSac -1.00000 8.53859 -0.11712 FlowActionPeriodDuring:RegionLowerSac 0.00000 8.30549 0.00000 FlowActionPeriodBefore:RegionLowerYolo -5.00000 8.18062 -0.61120 FlowActionPeriodDuring:RegionLowerYolo 197.00000 8.14348 24.19113 FlowActionPeriodBefore:RegionUpperYolo 38.00000 8.79178 4.32222 FlowActionPeriodDuring:RegionUpperYolo -63.00000 8.56352 -7.35679 FlowPulseTypeMA-Ag:RegionColusaDrainRCS -14.00000 14.62370 -0.95735 FlowPulseTypeMA-SR:RegionColusaDrainRCS 60.00000 19.64341 3.05446 FlowPulseTypeNF:RegionColusaDrainRCS -10.00000 14.33492 -0.69760 FlowPulseTypeMA-Ag:RegionLowerSac 2.00000 11.72812 0.17053 FlowPulseTypeMA-SR:RegionLowerSac -2.00000 13.39398 -0.14932 FlowPulseTypeNF:RegionLowerSac 5.00000 10.98018 0.45537 FlowPulseTypeMA-Ag:RegionLowerYolo 15.00000 11.27047 1.33091 FlowPulseTypeMA-SR:RegionLowerYolo 3.00000 12.86105 0.23326 FlowPulseTypeNF:RegionLowerYolo 26.00000 10.57641 2.45830 FlowPulseTypeMA-Ag:RegionUpperYolo -3.00000 12.10157 -0.24790 FlowPulseTypeMA-SR:RegionUpperYolo 29.00000 13.80040 2.10139 FlowPulseTypeNF:RegionUpperYolo -13.00000 11.47446 -1.13295 Pr(>|t|) (Intercept) 0.00000 FlowPulseTypeMA-Ag 0.05749 FlowPulseTypeMA-SR 0.20326 FlowPulseTypeNF 0.00082 FlowActionPeriodBefore 0.49594 FlowActionPeriodDuring 0.29430 RegionColusaDrainRCS 0.00000 RegionLowerSac 0.43769 RegionLowerYolo 0.00470 RegionUpperYolo 0.00000 FlowPulseTypeMA-Ag:FlowActionPeriodBefore 0.06987 FlowPulseTypeMA-SR:FlowActionPeriodBefore 0.35835 FlowPulseTypeNF:FlowActionPeriodBefore 0.07519 FlowPulseTypeMA-Ag:FlowActionPeriodDuring 0.25842 FlowPulseTypeMA-SR:FlowActionPeriodDuring 0.00692 FlowPulseTypeNF:FlowActionPeriodDuring 0.93282 FlowActionPeriodBefore:RegionColusaDrainRCS 0.92881 FlowActionPeriodDuring:RegionColusaDrainRCS 0.00026 FlowActionPeriodBefore:RegionLowerSac 0.90680 FlowActionPeriodDuring:RegionLowerSac 1.00000 FlowActionPeriodBefore:RegionLowerYolo 0.54127 FlowActionPeriodDuring:RegionLowerYolo 0.00000 FlowActionPeriodBefore:RegionUpperYolo 0.00002 FlowActionPeriodDuring:RegionUpperYolo 0.00000 FlowPulseTypeMA-Ag:RegionColusaDrainRCS 0.33873 FlowPulseTypeMA-SR:RegionColusaDrainRCS 0.00234 FlowPulseTypeNF:RegionColusaDrainRCS 0.48566 FlowPulseTypeMA-Ag:RegionLowerSac 0.86464 FlowPulseTypeMA-SR:RegionLowerSac 0.88134 FlowPulseTypeNF:RegionLowerSac 0.64899 FlowPulseTypeMA-Ag:RegionLowerYolo 0.18366 FlowPulseTypeMA-SR:RegionLowerYolo 0.81563 FlowPulseTypeNF:RegionLowerYolo 0.01420 FlowPulseTypeMA-Ag:RegionUpperYolo 0.80428 FlowPulseTypeMA-SR:RegionUpperYolo 0.03597 FlowPulseTypeNF:RegionUpperYolo 0.25763

QR Plot

## Warning in rq.fit.br(x, y, tau = tau, ...): Solution may be nonunique

## Warning in rq.fit.br(x, y, tau = tau, ...): Solution may be nonunique

## Warning in rq.fit.br(x, y, tau = tau, ...): Solution may be nonunique

## Warning in rq.fit.br(x, y, tau = tau, ...): Solution may be nonunique

## Warning in rq.fit.br(x, y, tau = tau, ...): Solution may be nonunique

## Warning in rq.fit.br(x, y, tau = tau, ...): Solution may be nonunique

## Warning in rq.fit.br(x, y, tau = tau, ...): Solution may be nonunique

## Warning in rq.fit.br(x, y, tau = tau, ...): Solution may be nonunique

## Warning in rq.fit.br(x, y, tau = tau, ...): Solution may be nonunique

ANOVA

TKN

QR Results

## Warning in rq.fit.br(x, y, tau = tau, ...): Solution may be nonunique

Call: rq(formula = eq)

tau: [1] 0.5

Coefficients: Value Std. Error t value (Intercept) 0.38900 0.05953 6.53425 FlowPulseTypeMA-Ag -0.08900 0.06199 -1.43568 FlowPulseTypeMA-SR -0.08900 0.06562 -1.35634 FlowPulseTypeNF 0.01100 0.06007 0.18312 FlowActionPeriodBefore -0.09600 0.05779 -1.66109 FlowActionPeriodDuring -0.08900 0.06096 -1.46000 RegionColusaDrainRCS 0.25800 0.07576 3.40560 RegionLowerSac 0.01100 0.05707 0.19274 RegionLowerYolo 0.01100 0.05382 0.20438 RegionUpperYolo 0.60700 0.06034 10.05974 FlowPulseTypeMA-Ag:FlowActionPeriodBefore 0.09600 0.05684 1.68895 FlowPulseTypeMA-SR:FlowActionPeriodBefore 0.20000 0.06416 3.11720 FlowPulseTypeNF:FlowActionPeriodBefore 0.09600 0.05518 1.73966 FlowPulseTypeMA-Ag:FlowActionPeriodDuring 0.08900 0.06083 1.46318 FlowPulseTypeMA-SR:FlowActionPeriodDuring 0.18900 0.06531 2.89369 FlowPulseTypeNF:FlowActionPeriodDuring 0.18900 0.05831 3.24154 FlowActionPeriodBefore:RegionColusaDrainRCS 0.04900 0.05514 0.88866 FlowActionPeriodDuring:RegionColusaDrainRCS -0.15800 0.05240 -3.01546 FlowActionPeriodBefore:RegionLowerSac -0.00400 0.04215 -0.09490 FlowActionPeriodDuring:RegionLowerSac -0.01100 0.04103 -0.26811 FlowActionPeriodBefore:RegionLowerYolo 0.09600 0.04039 2.37693 FlowActionPeriodDuring:RegionLowerYolo 0.10000 0.04023 2.48583 FlowActionPeriodBefore:RegionUpperYolo 0.20000 0.04339 4.60935 FlowActionPeriodDuring:RegionUpperYolo -0.20000 0.04229 -4.72952 FlowPulseTypeMA-Ag:RegionColusaDrainRCS 0.04200 0.07188 0.58435 FlowPulseTypeMA-SR:RegionColusaDrainRCS 0.38900 0.09654 4.02930 FlowPulseTypeNF:RegionColusaDrainRCS 0.04200 0.07047 0.59596 FlowPulseTypeMA-Ag:RegionLowerSac 0.00000 0.05765 0.00000 FlowPulseTypeMA-SR:RegionLowerSac -0.01100 0.06585 -0.16705 FlowPulseTypeNF:RegionLowerSac -0.00700 0.05400 -0.12963 FlowPulseTypeMA-Ag:RegionLowerYolo 0.09300 0.05539 1.67888 FlowPulseTypeMA-SR:RegionLowerYolo 0.18900 0.06322 2.98932 FlowPulseTypeNF:RegionLowerYolo 0.08900 0.05202 1.71072 FlowPulseTypeMA-Ag:RegionUpperYolo -0.10700 0.05948 -1.79885 FlowPulseTypeMA-SR:RegionUpperYolo 0.09300 0.06785 1.37069 FlowPulseTypeNF:RegionUpperYolo -0.10700 0.05642 -1.89634 Pr(>|t|) (Intercept) 0.00000 FlowPulseTypeMA-Ag 0.15155 FlowPulseTypeMA-SR 0.17544 FlowPulseTypeNF 0.85476 FlowActionPeriodBefore 0.09715 FlowActionPeriodDuring 0.14475 RegionColusaDrainRCS 0.00070 RegionLowerSac 0.84722 RegionLowerYolo 0.83812 RegionUpperYolo 0.00000 FlowPulseTypeMA-Ag:FlowActionPeriodBefore 0.09168 FlowPulseTypeMA-SR:FlowActionPeriodBefore 0.00190 FlowPulseTypeNF:FlowActionPeriodBefore 0.08237 FlowPulseTypeMA-Ag:FlowActionPeriodDuring 0.14388 FlowPulseTypeMA-SR:FlowActionPeriodDuring 0.00393 FlowPulseTypeNF:FlowActionPeriodDuring 0.00125 FlowActionPeriodBefore:RegionColusaDrainRCS 0.37450 FlowActionPeriodDuring:RegionColusaDrainRCS 0.00266 FlowActionPeriodBefore:RegionLowerSac 0.92442 FlowActionPeriodDuring:RegionLowerSac 0.78870 FlowActionPeriodBefore:RegionLowerYolo 0.01773 FlowActionPeriodDuring:RegionLowerYolo 0.01316 FlowActionPeriodBefore:RegionUpperYolo 0.00000 FlowActionPeriodDuring:RegionUpperYolo 0.00000 FlowPulseTypeMA-Ag:RegionColusaDrainRCS 0.55918 FlowPulseTypeMA-SR:RegionColusaDrainRCS 0.00006 FlowPulseTypeNF:RegionColusaDrainRCS 0.55140 FlowPulseTypeMA-Ag:RegionLowerSac 1.00000 FlowPulseTypeMA-SR:RegionLowerSac 0.86738 FlowPulseTypeNF:RegionLowerSac 0.89690 FlowPulseTypeMA-Ag:RegionLowerYolo 0.09363 FlowPulseTypeMA-SR:RegionLowerYolo 0.00290 FlowPulseTypeNF:RegionLowerYolo 0.08758 FlowPulseTypeMA-Ag:RegionUpperYolo 0.07248 FlowPulseTypeMA-SR:RegionUpperYolo 0.17092 FlowPulseTypeNF:RegionUpperYolo 0.05833

QR Plot

## Warning in rq.fit.br(x, y, tau = tau, ...): Solution may be nonunique

## Warning in rq.fit.br(x, y, tau = tau, ...): Solution may be nonunique

## Warning in rq.fit.br(x, y, tau = tau, ...): Solution may be nonunique

## Warning in rq.fit.br(x, y, tau = tau, ...): Solution may be nonunique

## Warning in rq.fit.br(x, y, tau = tau, ...): Solution may be nonunique

## Warning in rq.fit.br(x, y, tau = tau, ...): Solution may be nonunique

## Warning in rq.fit.br(x, y, tau = tau, ...): Solution may be nonunique

## Warning in rq.fit.br(x, y, tau = tau, ...): Solution may be nonunique

ANOVA